{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "possum castle plate plain camel otter lion  train hamster bear  cloud motorcycle tank  willow_tree rose  elephant poppy cockroach bowl  hamster whale tulip beetle bee   worm  worm  willow_tree boy   lizard table mountain man  \n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "77825070-da08-466e-9b01-eda9f05efa6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "insertion = NonLocalBlockND"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.insertion1 = insertion(base_channel * 1)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.insertion2 = insertion(base_channel * 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.insertion3 = insertion(base_channel * 2)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.insertion4 = insertion(base_channel * 4)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "    self.dropout = nn.Dropout(0.3)\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.insertion1(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.insertion2(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.insertion3(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.insertion4(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    x = self.dropout(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 96).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.01, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/24 轮训练\n",
      "----------\n",
      "train 损失: 4.8240 Top-1 准确率: 0.0571 Top-5 准确率: 0.1791\n",
      "val 损失: 3.8257 Top-1 准确率: 0.1267 Top-5 准确率: 0.3610\n",
      "\n",
      "第 1/24 轮训练\n",
      "----------\n",
      "train 损失: 4.0303 Top-1 准确率: 0.1143 Top-5 准确率: 0.2990\n",
      "val 损失: 3.5286 Top-1 准确率: 0.1913 Top-5 准确率: 0.4520\n",
      "\n",
      "第 2/24 轮训练\n",
      "----------\n",
      "train 损失: 3.8282 Top-1 准确率: 0.1520 Top-5 准确率: 0.3546\n",
      "val 损失: 3.1717 Top-1 准确率: 0.2513 Top-5 准确率: 0.5481\n",
      "\n",
      "第 3/24 轮训练\n",
      "----------\n",
      "train 损失: 3.6573 Top-1 准确率: 0.1855 Top-5 准确率: 0.3998\n",
      "val 损失: 2.9768 Top-1 准确率: 0.2908 Top-5 准确率: 0.5843\n",
      "\n",
      "第 4/24 轮训练\n",
      "----------\n",
      "train 损失: 3.4996 Top-1 准确率: 0.2165 Top-5 准确率: 0.4393\n",
      "val 损失: 2.7299 Top-1 准确率: 0.3446 Top-5 准确率: 0.6477\n",
      "\n",
      "第 5/24 轮训练\n",
      "----------\n",
      "train 损失: 3.3777 Top-1 准确率: 0.2416 Top-5 准确率: 0.4687\n",
      "val 损失: 2.6096 Top-1 准确率: 0.3558 Top-5 准确率: 0.6681\n",
      "\n",
      "第 6/24 轮训练\n",
      "----------\n",
      "train 损失: 3.2475 Top-1 准确率: 0.2699 Top-5 准确率: 0.4977\n",
      "val 损失: 2.4747 Top-1 准确率: 0.3882 Top-5 准确率: 0.6960\n",
      "\n",
      "第 7/24 轮训练\n",
      "----------\n",
      "train 损失: 3.1433 Top-1 准确率: 0.2922 Top-5 准确率: 0.5237\n",
      "val 损失: 2.2859 Top-1 准确率: 0.4333 Top-5 准确率: 0.7389\n",
      "\n",
      "第 8/24 轮训练\n",
      "----------\n",
      "train 损失: 3.0423 Top-1 准确率: 0.3128 Top-5 准确率: 0.5435\n",
      "val 损失: 2.2606 Top-1 准确率: 0.4419 Top-5 准确率: 0.7456\n",
      "\n",
      "第 9/24 轮训练\n",
      "----------\n",
      "train 损失: 2.9759 Top-1 准确率: 0.3295 Top-5 准确率: 0.5599\n",
      "val 损失: 2.1311 Top-1 准确率: 0.4588 Top-5 准确率: 0.7575\n",
      "\n",
      "第 10/24 轮训练\n",
      "----------\n",
      "train 损失: 2.8905 Top-1 准确率: 0.3465 Top-5 准确率: 0.5804\n",
      "val 损失: 2.0162 Top-1 准确率: 0.4894 Top-5 准确率: 0.7823\n",
      "\n",
      "第 11/24 轮训练\n",
      "----------\n",
      "train 损失: 2.8253 Top-1 准确率: 0.3595 Top-5 准确率: 0.5992\n",
      "val 损失: 1.9207 Top-1 准确率: 0.5077 Top-5 准确率: 0.7957\n",
      "\n",
      "第 12/24 轮训练\n",
      "----------\n",
      "train 损失: 2.7637 Top-1 准确率: 0.3726 Top-5 准确率: 0.6130\n",
      "val 损失: 1.9042 Top-1 准确率: 0.5116 Top-5 准确率: 0.8009\n",
      "\n",
      "第 13/24 轮训练\n",
      "----------\n",
      "train 损失: 2.6986 Top-1 准确率: 0.3878 Top-5 准确率: 0.6304\n",
      "val 损失: 1.8015 Top-1 准确率: 0.5376 Top-5 准确率: 0.8140\n",
      "\n",
      "第 14/24 轮训练\n",
      "----------\n",
      "train 损失: 2.6357 Top-1 准确率: 0.4014 Top-5 准确率: 0.6434\n",
      "val 损失: 1.7785 Top-1 准确率: 0.5414 Top-5 准确率: 0.8154\n",
      "\n",
      "第 15/24 轮训练\n",
      "----------\n",
      "train 损失: 2.5917 Top-1 准确率: 0.4091 Top-5 准确率: 0.6581\n",
      "val 损失: 1.7496 Top-1 准确率: 0.5453 Top-5 准确率: 0.8196\n",
      "\n",
      "第 16/24 轮训练\n",
      "----------\n",
      "train 损失: 2.5398 Top-1 准确率: 0.4196 Top-5 准确率: 0.6720\n",
      "val 损失: 1.6530 Top-1 准确率: 0.5634 Top-5 准确率: 0.8317\n",
      "\n",
      "第 17/24 轮训练\n",
      "----------\n",
      "train 损失: 2.4754 Top-1 准确率: 0.4358 Top-5 准确率: 0.6865\n",
      "val 损失: 1.6451 Top-1 准确率: 0.5642 Top-5 准确率: 0.8350\n",
      "\n",
      "第 18/24 轮训练\n",
      "----------\n",
      "train 损失: 2.4329 Top-1 准确率: 0.4466 Top-5 准确率: 0.6992\n",
      "val 损失: 1.6260 Top-1 准确率: 0.5687 Top-5 准确率: 0.8381\n",
      "\n",
      "第 19/24 轮训练\n",
      "----------\n",
      "train 损失: 2.3936 Top-1 准确率: 0.4530 Top-5 准确率: 0.7110\n",
      "val 损失: 1.6380 Top-1 准确率: 0.5691 Top-5 准确率: 0.8387\n",
      "\n",
      "第 20/24 轮训练\n",
      "----------\n",
      "train 损失: 2.3487 Top-1 准确率: 0.4603 Top-5 准确率: 0.7269\n",
      "val 损失: 1.5366 Top-1 准确率: 0.5950 Top-5 准确率: 0.8495\n",
      "\n",
      "第 21/24 轮训练\n",
      "----------\n",
      "train 损失: 2.3122 Top-1 准确率: 0.4694 Top-5 准确率: 0.7386\n",
      "val 损失: 1.5370 Top-1 准确率: 0.5894 Top-5 准确率: 0.8519\n",
      "\n",
      "第 22/24 轮训练\n",
      "----------\n",
      "train 损失: 2.2660 Top-1 准确率: 0.4769 Top-5 准确率: 0.7515\n",
      "val 损失: 1.5163 Top-1 准确率: 0.5943 Top-5 准确率: 0.8495\n",
      "\n",
      "第 23/24 轮训练\n",
      "----------\n",
      "train 损失: 2.2346 Top-1 准确率: 0.4864 Top-5 准确率: 0.7595\n",
      "val 损失: 1.5183 Top-1 准确率: 0.5958 Top-5 准确率: 0.8554\n",
      "\n",
      "第 24/24 轮训练\n",
      "----------\n",
      "train 损失: 2.1862 Top-1 准确率: 0.4965 Top-5 准确率: 0.7723\n",
      "val 损失: 1.5130 Top-1 准确率: 0.5927 Top-5 准确率: 0.8545\n",
      "\n",
      "训练完成，耗时 76m 9s\n",
      "最佳验证集准确率: 0.595800\n"
     ]
    }
   ],
   "source": [
    "#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\n",
    "scheduler = lr_scheduler.StepLR(optimizer, step_size=50, gamma=0.1)\n",
    "net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=25, testloader = testloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3fb18985-19a8-46e7-b77d-4446b46853a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/4 轮训练\n",
      "----------\n",
      "train 损失: 2.1933 Top-1 准确率: 0.4946 Top-5 准确率: 0.7713\n",
      "val 损失: 1.4810 Top-1 准确率: 0.6044 Top-5 准确率: 0.8545\n",
      "\n",
      "第 1/4 轮训练\n",
      "----------\n",
      "train 损失: 2.1577 Top-1 准确率: 0.5036 Top-5 准确率: 0.7820\n",
      "val 损失: 1.4990 Top-1 准确率: 0.5937 Top-5 准确率: 0.8518\n",
      "\n",
      "第 2/4 轮训练\n",
      "----------\n",
      "train 损失: 2.1163 Top-1 准确率: 0.5121 Top-5 准确率: 0.7917\n",
      "val 损失: 1.4402 Top-1 准确率: 0.6121 Top-5 准确率: 0.8628\n",
      "\n",
      "第 3/4 轮训练\n",
      "----------\n",
      "train 损失: 2.0752 Top-1 准确率: 0.5206 Top-5 准确率: 0.8031\n",
      "val 损失: 1.4691 Top-1 准确率: 0.6036 Top-5 准确率: 0.8538\n",
      "\n",
      "第 4/4 轮训练\n",
      "----------\n",
      "train 损失: 2.0497 Top-1 准确率: 0.5250 Top-5 准确率: 0.8140\n",
      "val 损失: 1.4443 Top-1 准确率: 0.6117 Top-5 准确率: 0.8573\n",
      "\n",
      "训练完成，耗时 9m 3s\n",
      "最佳验证集准确率: 0.612100\n"
     ]
    }
   ],
   "source": [
    "net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=5, testloader = testloader)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10006667-359d-4be1-9dbb-18f04e71cbe4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "056318ad-42d0-4684-99d8-9b989c20a0a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3237e3c6-473f-4799-b5da-403a2147382b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('NonLocal.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
   "metadata": {},
   "outputs": [],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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